Compare Prices | Create Shopping Lists with Price Drop Alerts | Set Coupons, Promo Codes & Sales Alerts | Get Access to Exclusive Deals and Much More... All in One Place | Read all about it here

Exploratory Causal Analysis with Time Series Data

Exploratory Causal Analysis with Time Series Data

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9783031007811
Condition
New
Product Description

Many scientific disciplines rely on observational data of systems for which it is difficult (or impossible) to implement controlled experiments. Data analysis techniques are required for identifying causal information and relationships directly from such observational data. This need has led to the development of many different time series causality approaches and tools including transfer entropy, convergent cross-mapping (CCM), and Granger causality statistics. A practicing analyst can explore the literature to find many proposals for identifying drivers and causal connections in time series data sets. Exploratory causal analysis (ECA) provides a framework for exploring potential causal structures in time series data sets and is characterized by a myopic goal to determine which data series from a given set of series might be seen as the primary driver. In this work, ECA is used on several synthetic and empirical data sets, and it is found that all of the tested time series causality tools agree with each other (and intuitive notions of causality) for many simple systems but can provide conflicting causal inferences for more complicated systems. It is proposed that such disagreements between different time series causality tools during ECA might provide deeper insight into the data than could be found otherwise.

Available Colors
Available Sizes
1 Offer Price Range: $39.99 - $39.99
BEST PRICE

Single Product Purchase

$39.99
@ Link.springer.com     BUY Now

Price Comparison

Seller Contact Seller List Price On Sale Shipping Best Promo Final Price Volume Discount Financing Availability Seller's Page
BEST PRICE
1 Product Purchase
@ Link.springer.com
Contact Store Call Store Contact Support
$39.99 $39.99

$39.99
See Site In stock Visit Store

Similar Products

Mglichkeiten und Grenzen der Stochastischen Break even-Analyse als Grundlage von Entscheidungsverfa

$59.99

Qualittslernen

$49.99

The Mathematics of Mechanobiology

$49.99

Work in Early Modern Italy, 15001800

$99.99

Moderne Lichttechnik

$69.99

Public Policy and Technological Transformations in Africa

$109.00

Implizite Runge-Kutta-Formeln

$59.99

Familienmedizin

$59.99

Specifying Big Data Benchmarks

$49.99

Electronic Devices for Analog Signal Processing

$109.99

Der UN-Sicherheitsrat als Organisierte Anarchie

$59.99

Berechnung von Rahmenkonstruktionen und statisch unbestimmten Systemen des Eisen- und Eisenbetonbaue

$59.99

Coordination Models and Languages

$39.99

Fhrung im organisationalen Kontext

$17.99

Customer Relationship Management strukturiert dargestellt

$69.99

Galanin

$129.00

Globalization, Information Technology and Development

$84.99

Nekton

$84.99

New Challenges to Philosophy of Science

$169.99

Handbook of Re-Engineering Software Intensive Systems into Software Product Lines

$279.99

Die Mitarbeiterbeurteilung

$59.99

Failure Modes and Mechanisms in Electronic Packages

$139.00

Media Power and Plurality

$54.99

Surface Engineering and Functional Nanomaterials for Point-of-Care Analytical Devices

$219.00

Ethics of Computer Gaming

$79.99

Reitende Gefe des Herzens

$59.99

Fiber Optics

$109.99

The Problem of Order in the Global Age

$54.99

Modelling and Methodologies for Enterprise Integration

$219.99

Gulls and Plovers

$109.99

Virtual Reality Technology and Applications

$129.00

The Humanities, Higher Education, and Academic Freedom

$54.99

Factional Politics

$109.99

Toward Sustainable Organisations

$139.99

Animal Patents

$74.99

52 Stunden Informatik

$29.99

MicroRNAs in Plant Development and Stress Responses

$129.00

Explore and Learn: Los colores de la selva

$3.71

Die regionsinterne Innovationspolitik auf dem Weg zur Nachhaltigkeit

$59.99

The Central Regions of the Galaxy and Galaxies

$219.99